{"id":"W1979062150","doi":"10.1016/s1096-7516(01)00045-8","title":"The demand-driven learning model","year":2001,"lang":"en","type":"article","venue":"The Internet and Higher Education","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":154,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Prince Edward Island; University of Ottawa","funders":"","keywords":"Argument (complex analysis); Order (exchange); Quality (philosophy); Process (computing); Computer science; Knowledge management; Field (mathematics); Statement (logic); Population; Collaborative learning; Marketing; Business; Sociology; Political science; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001861112,0.00111516,0.001415972,0.001049222,0.0008957735,0.004005228,0.004179032,0.004700103,0.04293374],"category_scores_gemma":[0.006670789,0.0008877571,0.001162398,0.001731427,0.002332879,0.007197303,0.001978758,0.002716336,0.008173263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002849175,"about_ca_system_score_gemma":0.001979302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005449626,"about_ca_topic_score_gemma":0.005341175,"domain_scores_codex":[0.9986545,0.0005508706,0.00004141003,0.000226193,0.0002626551,0.0002643276],"domain_scores_gemma":[0.9955465,0.002977462,0.0002530719,0.0002433107,0.0005272013,0.0004525607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001846085,0.0004274382,0.001337229,0.0002639217,0.00005817263,0.0003158155,0.0004684131,0.118147,0.0005289023,0.8443052,0.009346603,0.02461675],"study_design_scores_gemma":[0.0001392958,0.0001162808,0.000594212,0.00005817932,0.00003192543,0.0001926994,0.0003841645,0.3955787,0.0002040179,0.5899057,0.01274545,0.00004934024],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09110256,0.001518294,0.5208928,0.02136175,0.0003959526,0.0005798387,0.002217529,0.0006508058,0.3612804],"genre_scores_gemma":[0.8592352,0.001420348,0.01519929,0.0008373797,0.0002396473,0.0003333841,0.0003727029,0.0001338413,0.1222283],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04293374,"threshold_uncertainty_score":0.1436276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0245920469630944,"score_gpt":0.3380059457398508,"score_spread":0.3134138987767564,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}